Dataset statistics
| Number of variables | 27 |
|---|---|
| Number of observations | 330 |
| Missing cells | 636 |
| Missing cells (%) | 7.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 69.7 KiB |
| Average record size in memory | 216.4 B |
Variable types
| Categorical | 5 |
|---|---|
| Numeric | 22 |
Name has a high cardinality: 329 distinct values | High cardinality |
summit_elev is highly correlated with vertical_drop and 7 other fields | High correlation |
vertical_drop is highly correlated with summit_elev and 11 other fields | High correlation |
base_elev is highly correlated with summit_elev and 4 other fields | High correlation |
fastQuads is highly correlated with vertical_drop and 9 other fields | High correlation |
triple is highly correlated with total_chairs | High correlation |
surface is highly correlated with total_chairs | High correlation |
total_chairs is highly correlated with fastQuads and 6 other fields | High correlation |
Runs is highly correlated with summit_elev and 13 other fields | High correlation |
TerrainParks is highly correlated with total_chairs | High correlation |
LongestRun_mi is highly correlated with summit_elev and 8 other fields | High correlation |
SkiableTerrain_ac is highly correlated with summit_elev and 12 other fields | High correlation |
Snow Making_ac is highly correlated with vertical_drop and 10 other fields | High correlation |
daysOpenLastYear is highly correlated with summit_elev and 9 other fields | High correlation |
averageSnowfall is highly correlated with summit_elev and 8 other fields | High correlation |
AdultWeekday is highly correlated with summit_elev and 11 other fields | High correlation |
AdultWeekend is highly correlated with vertical_drop and 10 other fields | High correlation |
projectedDaysOpen is highly correlated with vertical_drop and 8 other fields | High correlation |
NightSkiing_ac is highly correlated with Runs and 4 other fields | High correlation |
summit_elev is highly correlated with vertical_drop and 5 other fields | High correlation |
vertical_drop is highly correlated with summit_elev and 12 other fields | High correlation |
base_elev is highly correlated with summit_elev and 2 other fields | High correlation |
trams is highly correlated with vertical_drop and 8 other fields | High correlation |
fastSixes is highly correlated with trams and 2 other fields | High correlation |
fastQuads is highly correlated with vertical_drop and 7 other fields | High correlation |
triple is highly correlated with total_chairs | High correlation |
surface is highly correlated with total_chairs | High correlation |
total_chairs is highly correlated with vertical_drop and 11 other fields | High correlation |
Runs is highly correlated with summit_elev and 11 other fields | High correlation |
TerrainParks is highly correlated with total_chairs | High correlation |
LongestRun_mi is highly correlated with summit_elev and 8 other fields | High correlation |
SkiableTerrain_ac is highly correlated with vertical_drop and 2 other fields | High correlation |
Snow Making_ac is highly correlated with trams and 7 other fields | High correlation |
daysOpenLastYear is highly correlated with vertical_drop and 5 other fields | High correlation |
averageSnowfall is highly correlated with summit_elev and 6 other fields | High correlation |
AdultWeekday is highly correlated with summit_elev and 11 other fields | High correlation |
AdultWeekend is highly correlated with vertical_drop and 9 other fields | High correlation |
projectedDaysOpen is highly correlated with vertical_drop and 4 other fields | High correlation |
NightSkiing_ac is highly correlated with Snow Making_ac | High correlation |
summit_elev is highly correlated with vertical_drop and 3 other fields | High correlation |
vertical_drop is highly correlated with summit_elev and 6 other fields | High correlation |
base_elev is highly correlated with summit_elev | High correlation |
fastQuads is highly correlated with vertical_drop and 3 other fields | High correlation |
total_chairs is highly correlated with TerrainParks | High correlation |
Runs is highly correlated with vertical_drop and 7 other fields | High correlation |
TerrainParks is highly correlated with total_chairs | High correlation |
LongestRun_mi is highly correlated with vertical_drop and 2 other fields | High correlation |
SkiableTerrain_ac is highly correlated with summit_elev and 7 other fields | High correlation |
Snow Making_ac is highly correlated with Runs and 2 other fields | High correlation |
daysOpenLastYear is highly correlated with projectedDaysOpen | High correlation |
averageSnowfall is highly correlated with summit_elev and 3 other fields | High correlation |
AdultWeekday is highly correlated with vertical_drop and 4 other fields | High correlation |
AdultWeekend is highly correlated with fastQuads and 2 other fields | High correlation |
projectedDaysOpen is highly correlated with daysOpenLastYear | High correlation |
NightSkiing_ac is highly correlated with SkiableTerrain_ac and 1 other fields | High correlation |
Region is highly correlated with state | High correlation |
state is highly correlated with Region | High correlation |
Region is highly correlated with state and 5 other fields | High correlation |
state is highly correlated with Region and 4 other fields | High correlation |
summit_elev is highly correlated with Region and 12 other fields | High correlation |
vertical_drop is highly correlated with Region and 18 other fields | High correlation |
base_elev is highly correlated with Region and 5 other fields | High correlation |
trams is highly correlated with vertical_drop and 10 other fields | High correlation |
fastEight is highly correlated with vertical_drop and 8 other fields | High correlation |
fastSixes is highly correlated with trams and 9 other fields | High correlation |
fastQuads is highly correlated with summit_elev and 16 other fields | High correlation |
quad is highly correlated with Runs | High correlation |
triple is highly correlated with fastEight | High correlation |
double is highly correlated with total_chairs and 1 other fields | High correlation |
surface is highly correlated with vertical_drop and 6 other fields | High correlation |
total_chairs is highly correlated with vertical_drop and 14 other fields | High correlation |
Runs is highly correlated with summit_elev and 14 other fields | High correlation |
TerrainParks is highly correlated with fastEight and 8 other fields | High correlation |
LongestRun_mi is highly correlated with summit_elev and 12 other fields | High correlation |
SkiableTerrain_ac is highly correlated with summit_elev and 14 other fields | High correlation |
Snow Making_ac is highly correlated with summit_elev and 12 other fields | High correlation |
daysOpenLastYear is highly correlated with Region and 6 other fields | High correlation |
yearsOpen is highly correlated with fastEight | High correlation |
averageSnowfall is highly correlated with Region and 12 other fields | High correlation |
AdultWeekday is highly correlated with summit_elev and 13 other fields | High correlation |
AdultWeekend is highly correlated with summit_elev and 13 other fields | High correlation |
projectedDaysOpen is highly correlated with vertical_drop and 3 other fields | High correlation |
NightSkiing_ac is highly correlated with summit_elev and 7 other fields | High correlation |
fastEight has 166 (50.3%) missing values | Missing |
Runs has 4 (1.2%) missing values | Missing |
TerrainParks has 51 (15.5%) missing values | Missing |
LongestRun_mi has 5 (1.5%) missing values | Missing |
Snow Making_ac has 46 (13.9%) missing values | Missing |
daysOpenLastYear has 51 (15.5%) missing values | Missing |
averageSnowfall has 14 (4.2%) missing values | Missing |
AdultWeekday has 54 (16.4%) missing values | Missing |
AdultWeekend has 51 (15.5%) missing values | Missing |
projectedDaysOpen has 47 (14.2%) missing values | Missing |
NightSkiing_ac has 143 (43.3%) missing values | Missing |
Name is uniformly distributed | Uniform |
fastSixes has 294 (89.1%) zeros | Zeros |
fastQuads has 222 (67.3%) zeros | Zeros |
quad has 171 (51.8%) zeros | Zeros |
triple has 106 (32.1%) zeros | Zeros |
double has 82 (24.8%) zeros | Zeros |
surface has 26 (7.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-02-10 03:46:10.992507 |
|---|---|
| Analysis finished | 2022-02-10 03:47:09.145509 |
| Duration | 58.15 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 329 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.7 KiB |
| Crystal Mountain | 2 |
|---|---|
| Mission Ridge | 1 |
| Sugarloaf | 1 |
| Nashoba Valley | 1 |
| Seven Springs | 1 |
| Other values (324) |
Length
| Max length | 37 |
|---|---|
| Median length | 16 |
| Mean length | 16.38787879 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 328 ? |
|---|---|
| Unique (%) | 99.4% |
Sample
| 1st row | Alyeska Resort |
|---|---|
| 2nd row | Eaglecrest Ski Area |
| 3rd row | Hilltop Ski Area |
| 4th row | Arizona Snowbowl |
| 5th row | Sunrise Park Resort |
Common Values
| Value | Count | Frequency (%) |
| Crystal Mountain | 2 | 0.6% |
| Mission Ridge | 1 | 0.3% |
| Sugarloaf | 1 | 0.3% |
| Nashoba Valley | 1 | 0.3% |
| Seven Springs | 1 | 0.3% |
| Whaleback Mountain | 1 | 0.3% |
| Camden Snow Bowl | 1 | 0.3% |
| Timberline Four Seasons | 1 | 0.3% |
| Snow Creek | 1 | 0.3% |
| Yosemite Ski & Snowboard Area | 1 | 0.3% |
| Other values (319) | 319 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| mountain | 98 | 11.4% |
| ski | 88 | 10.2% |
| resort | 63 | 7.3% |
| area | 53 | 6.2% |
| valley | 20 | 2.3% |
| mt | 15 | 1.7% |
| peak | 11 | 1.3% |
| ridge | 11 | 1.3% |
| snow | 11 | 1.3% |
| 10 | 1.2% | |
| Other values (367) | 481 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 38 |
|---|---|
| Distinct (%) | 11.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.7 KiB |
| New York | |
|---|---|
| Michigan | |
| Sierra Nevada | |
| Colorado | |
| Pennsylvania | 19 |
| Other values (33) |
Length
| Max length | 19 |
|---|---|
| Median length | 8 |
| Mean length | 9.03030303 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | 1.2% |
Sample
| 1st row | Alaska |
|---|---|
| 2nd row | Alaska |
| 3rd row | Alaska |
| 4th row | Arizona |
| 5th row | Arizona |
Common Values
| Value | Count | Frequency (%) |
| New York | 33 | 10.0% |
| Michigan | 29 | 8.8% |
| Sierra Nevada | 22 | 6.7% |
| Colorado | 22 | 6.7% |
| Pennsylvania | 19 | 5.8% |
| Wisconsin | 16 | 4.8% |
| New Hampshire | 16 | 4.8% |
| Vermont | 15 | 4.5% |
| Minnesota | 14 | 4.2% |
| Idaho | 12 | 3.6% |
| Other values (28) | 132 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| new | 60 | 13.6% |
| york | 33 | 7.5% |
| michigan | 29 | 6.6% |
| nevada | 24 | 5.4% |
| sierra | 22 | 5.0% |
| colorado | 22 | 5.0% |
| pennsylvania | 19 | 4.3% |
| wisconsin | 16 | 3.6% |
| hampshire | 16 | 3.6% |
| vermont | 15 | 3.4% |
| Other values (36) | 186 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 35 |
|---|---|
| Distinct (%) | 10.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.7 KiB |
| New York | |
|---|---|
| Michigan | |
| Colorado | |
| California | |
| Pennsylvania | 19 |
| Other values (30) |
Length
| Max length | 14 |
|---|---|
| Median length | 8 |
| Mean length | 8.572727273 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | 0.9% |
Sample
| 1st row | Alaska |
|---|---|
| 2nd row | Alaska |
| 3rd row | Alaska |
| 4th row | Arizona |
| 5th row | Arizona |
Common Values
| Value | Count | Frequency (%) |
| New York | 33 | 10.0% |
| Michigan | 29 | 8.8% |
| Colorado | 22 | 6.7% |
| California | 21 | 6.4% |
| Pennsylvania | 19 | 5.8% |
| New Hampshire | 16 | 4.8% |
| Wisconsin | 16 | 4.8% |
| Vermont | 15 | 4.5% |
| Minnesota | 14 | 4.2% |
| Utah | 13 | 3.9% |
| Other values (25) | 132 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| new | 60 | 14.9% |
| york | 33 | 8.2% |
| michigan | 29 | 7.2% |
| colorado | 22 | 5.5% |
| california | 21 | 5.2% |
| pennsylvania | 19 | 4.7% |
| hampshire | 16 | 4.0% |
| wisconsin | 16 | 4.0% |
| vermont | 15 | 3.7% |
| minnesota | 14 | 3.5% |
| Other values (29) | 158 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 266 |
|---|---|
| Distinct (%) | 80.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4591.818182 |
| Minimum | 315 |
|---|---|
| Maximum | 13487 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 315 |
|---|---|
| 5-th percentile | 740.35 |
| Q1 | 1403.75 |
| median | 3127.5 |
| Q3 | 7806 |
| 95-th percentile | 11500 |
| Maximum | 13487 |
| Range | 13172 |
| Interquartile range (IQR) | 6402.25 |
Descriptive statistics
| Standard deviation | 3735.535934 |
|---|---|
| Coefficient of variation (CV) | 0.8135200015 |
| Kurtosis | -0.8956332107 |
| Mean | 4591.818182 |
| Median Absolute Deviation (MAD) | 2052.5 |
| Skewness | 0.7066007985 |
| Sum | 1515300 |
| Variance | 13954228.71 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1800 | 6 | 1.8% |
| 8200 | 5 | 1.5% |
| 850 | 5 | 1.5% |
| 2000 | 5 | 1.5% |
| 1200 | 4 | 1.2% |
| 1100 | 4 | 1.2% |
| 2250 | 4 | 1.2% |
| 3200 | 3 | 0.9% |
| 1250 | 3 | 0.9% |
| 3600 | 3 | 0.9% |
| Other values (256) | 288 |
| Value | Count | Frequency (%) |
| 315 | 1 | 0.3% |
| 420 | 1 | 0.3% |
| 440 | 2 | |
| 450 | 1 | 0.3% |
| 495 | 1 | 0.3% |
| 500 | 3 | |
| 525 | 1 | 0.3% |
| 528 | 1 | 0.3% |
| 540 | 1 | 0.3% |
| 635 | 1 | 0.3% |
| Value | Count | Frequency (%) |
| 13487 | 1 | |
| 13150 | 1 | |
| 13050 | 1 | |
| 13010 | 1 | |
| 12998 | 1 | |
| 12510 | 1 | |
| 12481 | 1 | |
| 12408 | 1 | |
| 12313 | 1 | |
| 12162 | 1 |
| Distinct | 193 |
|---|---|
| Distinct (%) | 58.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1215.427273 |
| Minimum | 60 |
|---|---|
| Maximum | 4425 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 60 |
|---|---|
| 5-th percentile | 230 |
| Q1 | 461.25 |
| median | 964.5 |
| Q3 | 1800 |
| 95-th percentile | 3115.4 |
| Maximum | 4425 |
| Range | 4365 |
| Interquartile range (IQR) | 1338.75 |
Descriptive statistics
| Standard deviation | 947.8645568 |
|---|---|
| Coefficient of variation (CV) | 0.779861188 |
| Kurtosis | 0.5618183039 |
| Mean | 1215.427273 |
| Median Absolute Deviation (MAD) | 599 |
| Skewness | 1.082975179 |
| Sum | 401091 |
| Variance | 898447.2181 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 700 | 12 | 3.6% |
| 500 | 11 | 3.3% |
| 300 | 10 | 3.0% |
| 1000 | 10 | 3.0% |
| 600 | 8 | 2.4% |
| 350 | 7 | 2.1% |
| 1500 | 7 | 2.1% |
| 400 | 6 | 1.8% |
| 1200 | 6 | 1.8% |
| 1600 | 6 | 1.8% |
| Other values (183) | 247 |
| Value | Count | Frequency (%) |
| 60 | 1 | 0.3% |
| 100 | 1 | 0.3% |
| 130 | 1 | 0.3% |
| 175 | 1 | 0.3% |
| 180 | 1 | 0.3% |
| 200 | 3 | |
| 210 | 2 | |
| 211 | 1 | 0.3% |
| 214 | 1 | 0.3% |
| 220 | 1 | 0.3% |
| Value | Count | Frequency (%) |
| 4425 | 1 | |
| 4406 | 1 | |
| 4350 | 1 | |
| 4139 | 1 | |
| 3690 | 1 | |
| 3668 | 1 | |
| 3500 | 1 | |
| 3450 | 1 | |
| 3430 | 1 | |
| 3400 | 1 |
| Distinct | 244 |
|---|---|
| Distinct (%) | 73.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3374 |
| Minimum | 70 |
|---|---|
| Maximum | 10800 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 70 |
|---|---|
| 5-th percentile | 391.75 |
| Q1 | 869 |
| median | 1561.5 |
| Q3 | 6325.25 |
| 95-th percentile | 9200 |
| Maximum | 10800 |
| Range | 10730 |
| Interquartile range (IQR) | 5456.25 |
Descriptive statistics
| Standard deviation | 3117.121621 |
|---|---|
| Coefficient of variation (CV) | 0.9238653292 |
| Kurtosis | -0.8659961402 |
| Mean | 3374 |
| Median Absolute Deviation (MAD) | 1047.5 |
| Skewness | 0.7755201527 |
| Sum | 1113420 |
| Variance | 9716447.198 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 600 | 10 | 3.0% |
| 800 | 7 | 2.1% |
| 1000 | 6 | 1.8% |
| 1200 | 4 | 1.2% |
| 1250 | 4 | 1.2% |
| 9200 | 4 | 1.2% |
| 1300 | 4 | 1.2% |
| 450 | 3 | 0.9% |
| 1600 | 3 | 0.9% |
| 6500 | 3 | 0.9% |
| Other values (234) | 282 |
| Value | Count | Frequency (%) |
| 70 | 1 | |
| 78 | 1 | |
| 100 | 2 | |
| 126 | 1 | |
| 150 | 1 | |
| 170 | 1 | |
| 200 | 1 | |
| 210 | 1 | |
| 240 | 1 | |
| 250 | 1 |
| Value | Count | Frequency (%) |
| 10800 | 1 | 0.3% |
| 10790 | 1 | 0.3% |
| 10780 | 1 | 0.3% |
| 10500 | 1 | 0.3% |
| 10400 | 1 | 0.3% |
| 10350 | 1 | 0.3% |
| 10300 | 1 | 0.3% |
| 9820 | 1 | 0.3% |
| 9712 | 1 | 0.3% |
| 9600 | 3 |
| Distinct | 5 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.7 KiB |
| 0 | |
|---|---|
| 1 | 24 |
| 2 | 7 |
| 3 | 5 |
| 4 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.3% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 293 | |
| 1 | 24 | 7.3% |
| 2 | 7 | 2.1% |
| 3 | 5 | 1.5% |
| 4 | 1 | 0.3% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 0 | 293 | |
| 1 | 24 | 7.3% |
| 2 | 7 | 2.1% |
| 3 | 5 | 1.5% |
| 4 | 1 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 166 |
| Missing (%) | 50.3% |
| Memory size | 2.7 KiB |
| 0.0 | |
|---|---|
| 1.0 | 1 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.6% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 163 | |
| 1.0 | 1 | 0.3% |
| (Missing) | 166 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 0.0 | 163 | |
| 1.0 | 1 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 7 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1848484848 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 294 |
| Zeros (%) | 89.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.6516853121 |
|---|---|
| Coefficient of variation (CV) | 3.525510705 |
| Kurtosis | 32.75199621 |
| Mean | 0.1848484848 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.098452108 |
| Sum | 61 |
| Variance | 0.424693746 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 294 | |
| 1 | 21 | 6.4% |
| 2 | 11 | 3.3% |
| 3 | 1 | 0.3% |
| 4 | 1 | 0.3% |
| 5 | 1 | 0.3% |
| 6 | 1 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 294 | |
| 1 | 21 | 6.4% |
| 2 | 11 | 3.3% |
| 3 | 1 | 0.3% |
| 4 | 1 | 0.3% |
| 5 | 1 | 0.3% |
| 6 | 1 | 0.3% |
| Value | Count | Frequency (%) |
| 6 | 1 | 0.3% |
| 5 | 1 | 0.3% |
| 4 | 1 | 0.3% |
| 3 | 1 | 0.3% |
| 2 | 11 | 3.3% |
| 1 | 21 | 6.4% |
| 0 | 294 |
| Distinct | 14 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.018181818 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 222 |
| Zeros (%) | 67.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 5 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 2.198293694 |
|---|---|
| Coefficient of variation (CV) | 2.159038449 |
| Kurtosis | 14.63891238 |
| Mean | 1.018181818 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.443218577 |
| Sum | 336 |
| Variance | 4.832495164 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 0 | 222 | |
| 1 | 35 | 10.6% |
| 2 | 29 | 8.8% |
| 3 | 15 | 4.5% |
| 4 | 8 | 2.4% |
| 5 | 5 | 1.5% |
| 6 | 5 | 1.5% |
| 7 | 3 | 0.9% |
| 9 | 2 | 0.6% |
| 15 | 2 | 0.6% |
| Other values (4) | 4 | 1.2% |
| Value | Count | Frequency (%) |
| 0 | 222 | |
| 1 | 35 | 10.6% |
| 2 | 29 | 8.8% |
| 3 | 15 | 4.5% |
| 4 | 8 | 2.4% |
| 5 | 5 | 1.5% |
| 6 | 5 | 1.5% |
| 7 | 3 | 0.9% |
| 8 | 1 | 0.3% |
| 9 | 2 | 0.6% |
| Value | Count | Frequency (%) |
| 15 | 2 | 0.6% |
| 13 | 1 | 0.3% |
| 11 | 1 | 0.3% |
| 10 | 1 | 0.3% |
| 9 | 2 | 0.6% |
| 8 | 1 | 0.3% |
| 7 | 3 | 0.9% |
| 6 | 5 | |
| 5 | 5 | |
| 4 | 8 |
| Distinct | 7 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9333333333 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 171 |
| Zeros (%) | 51.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.312244572 |
|---|---|
| Coefficient of variation (CV) | 1.405976327 |
| Kurtosis | 5.243245037 |
| Mean | 0.9333333333 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.958798422 |
| Sum | 308 |
| Variance | 1.721985816 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 171 | |
| 1 | 78 | |
| 2 | 43 | 13.0% |
| 3 | 22 | 6.7% |
| 4 | 8 | 2.4% |
| 5 | 6 | 1.8% |
| 8 | 2 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 171 | |
| 1 | 78 | |
| 2 | 43 | 13.0% |
| 3 | 22 | 6.7% |
| 4 | 8 | 2.4% |
| 5 | 6 | 1.8% |
| 8 | 2 | 0.6% |
| Value | Count | Frequency (%) |
| 8 | 2 | 0.6% |
| 5 | 6 | 1.8% |
| 4 | 8 | 2.4% |
| 3 | 22 | 6.7% |
| 2 | 43 | 13.0% |
| 1 | 78 | |
| 0 | 171 |
| Distinct | 9 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 106 |
| Zeros (%) | 32.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.619129565 |
|---|---|
| Coefficient of variation (CV) | 1.07941971 |
| Kurtosis | 1.902804974 |
| Mean | 1.5 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.400540429 |
| Sum | 495 |
| Variance | 2.621580547 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 0 | 106 | |
| 1 | 99 | |
| 2 | 53 | |
| 3 | 37 | 11.2% |
| 4 | 14 | 4.2% |
| 5 | 9 | 2.7% |
| 6 | 7 | 2.1% |
| 7 | 4 | 1.2% |
| 8 | 1 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 106 | |
| 1 | 99 | |
| 2 | 53 | |
| 3 | 37 | 11.2% |
| 4 | 14 | 4.2% |
| 5 | 9 | 2.7% |
| 6 | 7 | 2.1% |
| 7 | 4 | 1.2% |
| 8 | 1 | 0.3% |
| Value | Count | Frequency (%) |
| 8 | 1 | 0.3% |
| 7 | 4 | 1.2% |
| 6 | 7 | 2.1% |
| 5 | 9 | 2.7% |
| 4 | 14 | 4.2% |
| 3 | 37 | 11.2% |
| 2 | 53 | |
| 1 | 99 | |
| 0 | 106 |
| Distinct | 10 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.833333333 |
| Minimum | 0 |
|---|---|
| Maximum | 14 |
| Zeros | 82 |
| Zeros (%) | 24.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.81502789 |
|---|---|
| Coefficient of variation (CV) | 0.9900152127 |
| Kurtosis | 6.813289237 |
| Mean | 1.833333333 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.824020659 |
| Sum | 605 |
| Variance | 3.294326241 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1 | 89 | |
| 0 | 82 | |
| 2 | 70 | |
| 3 | 34 | 10.3% |
| 4 | 25 | 7.6% |
| 5 | 21 | 6.4% |
| 6 | 6 | 1.8% |
| 9 | 1 | 0.3% |
| 10 | 1 | 0.3% |
| 14 | 1 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 82 | |
| 1 | 89 | |
| 2 | 70 | |
| 3 | 34 | 10.3% |
| 4 | 25 | 7.6% |
| 5 | 21 | 6.4% |
| 6 | 6 | 1.8% |
| 9 | 1 | 0.3% |
| 10 | 1 | 0.3% |
| 14 | 1 | 0.3% |
| Value | Count | Frequency (%) |
| 14 | 1 | 0.3% |
| 10 | 1 | 0.3% |
| 9 | 1 | 0.3% |
| 6 | 6 | 1.8% |
| 5 | 21 | 6.4% |
| 4 | 25 | 7.6% |
| 3 | 34 | 10.3% |
| 2 | 70 | |
| 1 | 89 | |
| 0 | 82 |
| Distinct | 12 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.621212121 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 26 |
| Zeros (%) | 7.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.059636344 |
|---|---|
| Coefficient of variation (CV) | 0.785757218 |
| Kurtosis | 5.445738744 |
| Mean | 2.621212121 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.811234756 |
| Sum | 865 |
| Variance | 4.24210187 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 2 | 98 | |
| 1 | 73 | |
| 3 | 59 | |
| 0 | 26 | 7.9% |
| 4 | 24 | 7.3% |
| 5 | 22 | 6.7% |
| 6 | 10 | 3.0% |
| 7 | 7 | 2.1% |
| 9 | 5 | 1.5% |
| 8 | 4 | 1.2% |
| Other values (2) | 2 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 26 | 7.9% |
| 1 | 73 | |
| 2 | 98 | |
| 3 | 59 | |
| 4 | 24 | 7.3% |
| 5 | 22 | 6.7% |
| 6 | 10 | 3.0% |
| 7 | 7 | 2.1% |
| 8 | 4 | 1.2% |
| 9 | 5 | 1.5% |
| Value | Count | Frequency (%) |
| 15 | 1 | 0.3% |
| 12 | 1 | 0.3% |
| 9 | 5 | 1.5% |
| 8 | 4 | 1.2% |
| 7 | 7 | 2.1% |
| 6 | 10 | 3.0% |
| 5 | 22 | 6.7% |
| 4 | 24 | 7.3% |
| 3 | 59 | |
| 2 | 98 |
| Distinct | 31 |
|---|---|
| Distinct (%) | 9.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.266666667 |
| Minimum | 0 |
|---|---|
| Maximum | 41 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 5 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 20 |
| Maximum | 41 |
| Range | 41 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 5.798682728 |
|---|---|
| Coefficient of variation (CV) | 0.7014535558 |
| Kurtosis | 8.779215137 |
| Mean | 8.266666667 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 2.499456619 |
| Sum | 2728 |
| Variance | 33.62472138 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 5 | 48 | |
| 6 | 37 | |
| 4 | 34 | |
| 8 | 32 | |
| 7 | 29 | |
| 3 | 26 | |
| 10 | 21 | 6.4% |
| 12 | 17 | 5.2% |
| 9 | 16 | 4.8% |
| 11 | 14 | 4.2% |
| Other values (21) | 56 |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.3% |
| 1 | 2 | 0.6% |
| 2 | 9 | 2.7% |
| 3 | 26 | |
| 4 | 34 | |
| 5 | 48 | |
| 6 | 37 | |
| 7 | 29 | |
| 8 | 32 | |
| 9 | 16 | 4.8% |
| Value | Count | Frequency (%) |
| 41 | 1 | |
| 40 | 1 | |
| 36 | 1 | |
| 34 | 1 | |
| 31 | 1 | |
| 28 | 1 | |
| 27 | 1 | |
| 25 | 2 | |
| 24 | 2 | |
| 22 | 2 |
| Distinct | 110 |
|---|---|
| Distinct (%) | 33.7% |
| Missing | 4 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48.21472393 |
| Minimum | 3 |
|---|---|
| Maximum | 341 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 19 |
| median | 33 |
| Q3 | 60 |
| 95-th percentile | 133.75 |
| Maximum | 341 |
| Range | 338 |
| Interquartile range (IQR) | 41 |
Descriptive statistics
| Standard deviation | 46.36407659 |
|---|---|
| Coefficient of variation (CV) | 0.9616165522 |
| Kurtosis | 12.28031553 |
| Mean | 48.21472393 |
| Median Absolute Deviation (MAD) | 17.5 |
| Skewness | 2.858197742 |
| Sum | 15718 |
| Variance | 2149.627598 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 14 | 12 | 3.6% |
| 23 | 11 | 3.3% |
| 17 | 9 | 2.7% |
| 27 | 9 | 2.7% |
| 10 | 9 | 2.7% |
| 16 | 8 | 2.4% |
| 11 | 8 | 2.4% |
| 15 | 7 | 2.1% |
| 12 | 7 | 2.1% |
| 45 | 7 | 2.1% |
| Other values (100) | 239 |
| Value | Count | Frequency (%) |
| 3 | 1 | 0.3% |
| 6 | 1 | 0.3% |
| 7 | 4 | 1.2% |
| 8 | 2 | 0.6% |
| 9 | 2 | 0.6% |
| 10 | 9 | |
| 11 | 8 | |
| 12 | 7 | |
| 13 | 4 | 1.2% |
| 14 | 12 |
| Value | Count | Frequency (%) |
| 341 | 1 | |
| 336 | 1 | |
| 317 | 1 | |
| 195 | 1 | |
| 187 | 1 | |
| 170 | 1 | |
| 169 | 1 | |
| 167 | 1 | |
| 166 | 1 | |
| 162 | 1 |
TerrainParks
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 11 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 51 |
| Missing (%) | 15.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.82078853 |
| Minimum | 1 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 7 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.008112527 |
|---|---|
| Coefficient of variation (CV) | 0.7118975796 |
| Kurtosis | 4.337901964 |
| Mean | 2.82078853 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.754027868 |
| Sum | 787 |
| Variance | 4.032515923 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 1 | 81 | |
| 2 | 76 | |
| 3 | 46 | |
| 4 | 31 | 9.4% |
| 5 | 17 | 5.2% |
| 6 | 12 | 3.6% |
| 7 | 6 | 1.8% |
| 8 | 4 | 1.2% |
| 9 | 3 | 0.9% |
| 10 | 2 | 0.6% |
| (Missing) | 51 |
| Value | Count | Frequency (%) |
| 1 | 81 | |
| 2 | 76 | |
| 3 | 46 | |
| 4 | 31 | 9.4% |
| 5 | 17 | 5.2% |
| 6 | 12 | 3.6% |
| 7 | 6 | 1.8% |
| 8 | 4 | 1.2% |
| 9 | 3 | 0.9% |
| 10 | 2 | 0.6% |
| Value | Count | Frequency (%) |
| 14 | 1 | 0.3% |
| 10 | 2 | 0.6% |
| 9 | 3 | 0.9% |
| 8 | 4 | 1.2% |
| 7 | 6 | 1.8% |
| 6 | 12 | 3.6% |
| 5 | 17 | 5.2% |
| 4 | 31 | |
| 3 | 46 | |
| 2 | 76 |
LongestRun_mi
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 42 |
|---|---|
| Distinct (%) | 12.9% |
| Missing | 5 |
| Missing (%) | 1.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.433230769 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.2 |
| Q1 | 0.5 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 3.5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1.5 |
Descriptive statistics
| Standard deviation | 1.156171187 |
|---|---|
| Coefficient of variation (CV) | 0.8066887845 |
| Kurtosis | 2.303044697 |
| Mean | 1.433230769 |
| Median Absolute Deviation (MAD) | 0.6 |
| Skewness | 1.415104068 |
| Sum | 465.8 |
| Variance | 1.336731814 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=42)
| Value | Count | Frequency (%) |
| 1 | 53 | |
| 1.5 | 25 | 7.6% |
| 2 | 24 | 7.3% |
| 3 | 19 | 5.8% |
| 0.2 | 18 | 5.5% |
| 0.3 | 18 | 5.5% |
| 1.2 | 17 | 5.2% |
| 0.4 | 17 | 5.2% |
| 0.5 | 16 | 4.8% |
| 2.5 | 16 | 4.8% |
| Other values (32) | 102 |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.3% |
| 0.1 | 12 | |
| 0.2 | 18 | |
| 0.3 | 18 | |
| 0.4 | 17 | |
| 0.5 | 16 | |
| 0.6 | 11 | |
| 0.7 | 6 | 1.8% |
| 0.8 | 13 | |
| 0.9 | 3 | 0.9% |
| Value | Count | Frequency (%) |
| 6 | 3 | |
| 5.5 | 1 | 0.3% |
| 5.3 | 1 | 0.3% |
| 5 | 1 | 0.3% |
| 4.9 | 1 | 0.3% |
| 4.6 | 1 | 0.3% |
| 4.5 | 2 | 0.6% |
| 4 | 4 | |
| 3.7 | 1 | 0.3% |
| 3.5 | 6 |
| Distinct | 193 |
|---|---|
| Distinct (%) | 59.0% |
| Missing | 3 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 739.8012232 |
| Minimum | 8 |
|---|---|
| Maximum | 26819 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 85 |
| median | 200 |
| Q3 | 690 |
| 95-th percentile | 2814.2 |
| Maximum | 26819 |
| Range | 26811 |
| Interquartile range (IQR) | 605 |
Descriptive statistics
| Standard deviation | 1816.167441 |
|---|---|
| Coefficient of variation (CV) | 2.454939764 |
| Kurtosis | 132.0800602 |
| Mean | 739.8012232 |
| Median Absolute Deviation (MAD) | 155 |
| Skewness | 9.829429557 |
| Sum | 241915 |
| Variance | 3298464.172 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 15 | 4.5% |
| 200 | 8 | 2.4% |
| 50 | 8 | 2.4% |
| 45 | 7 | 2.1% |
| 40 | 6 | 1.8% |
| 30 | 6 | 1.8% |
| 60 | 6 | 1.8% |
| 400 | 5 | 1.5% |
| 35 | 5 | 1.5% |
| 70 | 5 | 1.5% |
| Other values (183) | 256 |
| Value | Count | Frequency (%) |
| 8 | 1 | 0.3% |
| 9 | 1 | 0.3% |
| 10 | 1 | 0.3% |
| 12 | 1 | 0.3% |
| 15 | 3 | |
| 16 | 1 | 0.3% |
| 20 | 1 | 0.3% |
| 23 | 1 | 0.3% |
| 25 | 3 | |
| 26 | 1 | 0.3% |
| Value | Count | Frequency (%) |
| 26819 | 1 | |
| 8464 | 1 | |
| 7300 | 1 | |
| 5800 | 1 | |
| 5517 | 1 | |
| 5289 | 1 | |
| 4800 | 1 | |
| 4318 | 1 | |
| 3500 | 1 | |
| 3170 | 1 |
Snow Making_ac
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 143 |
|---|---|
| Distinct (%) | 50.4% |
| Missing | 46 |
| Missing (%) | 13.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 174.8732394 |
| Minimum | 2 |
|---|---|
| Maximum | 3379 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 50 |
| median | 100 |
| Q3 | 200.5 |
| 95-th percentile | 600 |
| Maximum | 3379 |
| Range | 3377 |
| Interquartile range (IQR) | 150.5 |
Descriptive statistics
| Standard deviation | 261.3361254 |
|---|---|
| Coefficient of variation (CV) | 1.494431774 |
| Kurtosis | 81.64659565 |
| Mean | 174.8732394 |
| Median Absolute Deviation (MAD) | 65 |
| Skewness | 7.365333703 |
| Sum | 49664 |
| Variance | 68296.57045 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 15 | 4.5% |
| 30 | 13 | 3.9% |
| 50 | 9 | 2.7% |
| 200 | 8 | 2.4% |
| 60 | 8 | 2.4% |
| 150 | 7 | 2.1% |
| 35 | 7 | 2.1% |
| 70 | 6 | 1.8% |
| 45 | 6 | 1.8% |
| 80 | 5 | 1.5% |
| Other values (133) | 200 | |
| (Missing) | 46 | 13.9% |
| Value | Count | Frequency (%) |
| 2 | 2 | |
| 5 | 2 | |
| 8 | 1 | 0.3% |
| 9 | 1 | 0.3% |
| 10 | 2 | |
| 13 | 1 | 0.3% |
| 15 | 1 | 0.3% |
| 16 | 4 | |
| 18 | 2 | |
| 20 | 4 |
| Value | Count | Frequency (%) |
| 3379 | 1 | |
| 1500 | 1 | |
| 750 | 1 | |
| 700 | 1 | |
| 680 | 1 | |
| 662 | 1 | |
| 660 | 1 | |
| 658 | 1 | |
| 654 | 1 | |
| 650 | 1 |
daysOpenLastYear
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 111 |
|---|---|
| Distinct (%) | 39.8% |
| Missing | 51 |
| Missing (%) | 15.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 115.1039427 |
| Minimum | 3 |
|---|---|
| Maximum | 305 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 62.8 |
| Q1 | 97 |
| median | 114 |
| Q3 | 135 |
| 95-th percentile | 165 |
| Maximum | 305 |
| Range | 302 |
| Interquartile range (IQR) | 38 |
Descriptive statistics
| Standard deviation | 35.06325146 |
|---|---|
| Coefficient of variation (CV) | 0.304622506 |
| Kurtosis | 3.572011786 |
| Mean | 115.1039427 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 0.7075014465 |
| Sum | 32114 |
| Variance | 1229.431603 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 21 | 6.4% |
| 120 | 11 | 3.3% |
| 110 | 11 | 3.3% |
| 130 | 9 | 2.7% |
| 105 | 9 | 2.7% |
| 150 | 7 | 2.1% |
| 122 | 6 | 1.8% |
| 75 | 6 | 1.8% |
| 121 | 5 | 1.5% |
| 80 | 5 | 1.5% |
| Other values (101) | 189 | |
| (Missing) | 51 | 15.5% |
| Value | Count | Frequency (%) |
| 3 | 1 | |
| 19 | 1 | |
| 32 | 1 | |
| 40 | 1 | |
| 42 | 1 | |
| 45 | 1 | |
| 47 | 1 | |
| 53 | 1 | |
| 56 | 1 | |
| 57 | 2 |
| Value | Count | Frequency (%) |
| 305 | 1 | |
| 243 | 1 | |
| 230 | 1 | |
| 205 | 1 | |
| 200 | 1 | |
| 192 | 1 | |
| 188 | 1 | |
| 185 | 1 | |
| 184 | 1 | |
| 182 | 1 |
| Distinct | 72 |
|---|---|
| Distinct (%) | 21.9% |
| Missing | 1 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63.65653495 |
| Minimum | 6 |
|---|---|
| Maximum | 2019 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 21.4 |
| Q1 | 50 |
| median | 58 |
| Q3 | 69 |
| 95-th percentile | 83 |
| Maximum | 2019 |
| Range | 2013 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 109.4299279 |
|---|---|
| Coefficient of variation (CV) | 1.719068245 |
| Kurtosis | 313.5077878 |
| Mean | 63.65653495 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 17.49401884 |
| Sum | 20943 |
| Variance | 11974.90911 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 58 | 17 | 5.2% |
| 56 | 15 | 4.5% |
| 55 | 15 | 4.5% |
| 54 | 14 | 4.2% |
| 57 | 14 | 4.2% |
| 82 | 13 | 3.9% |
| 60 | 12 | 3.6% |
| 81 | 12 | 3.6% |
| 83 | 10 | 3.0% |
| 59 | 10 | 3.0% |
| Other values (62) | 197 |
| Value | Count | Frequency (%) |
| 6 | 1 | 0.3% |
| 9 | 2 | 0.6% |
| 12 | 1 | 0.3% |
| 13 | 1 | 0.3% |
| 15 | 1 | 0.3% |
| 16 | 1 | 0.3% |
| 17 | 1 | 0.3% |
| 19 | 8 | |
| 21 | 1 | 0.3% |
| 22 | 1 | 0.3% |
| Value | Count | Frequency (%) |
| 2019 | 1 | 0.3% |
| 104 | 1 | 0.3% |
| 95 | 1 | 0.3% |
| 87 | 1 | 0.3% |
| 86 | 1 | 0.3% |
| 85 | 1 | 0.3% |
| 84 | 3 | 0.9% |
| 83 | 10 | |
| 82 | 13 | |
| 81 | 12 |
averageSnowfall
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 107 |
|---|---|
| Distinct (%) | 33.9% |
| Missing | 14 |
| Missing (%) | 4.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 185.3164557 |
| Minimum | 18 |
|---|---|
| Maximum | 669 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 69 |
| median | 150 |
| Q3 | 300 |
| 95-th percentile | 437.25 |
| Maximum | 669 |
| Range | 651 |
| Interquartile range (IQR) | 231 |
Descriptive statistics
| Standard deviation | 136.3568422 |
|---|---|
| Coefficient of variation (CV) | 0.7358053646 |
| Kurtosis | 0.1855819989 |
| Mean | 185.3164557 |
| Median Absolute Deviation (MAD) | 100 |
| Skewness | 0.8896517953 |
| Sum | 58560 |
| Variance | 18593.18843 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 300 | 22 | 6.7% |
| 50 | 17 | 5.2% |
| 100 | 15 | 4.5% |
| 250 | 14 | 4.2% |
| 120 | 12 | 3.6% |
| 400 | 11 | 3.3% |
| 150 | 10 | 3.0% |
| 200 | 9 | 2.7% |
| 60 | 8 | 2.4% |
| 350 | 8 | 2.4% |
| Other values (97) | 190 | |
| (Missing) | 14 | 4.2% |
| Value | Count | Frequency (%) |
| 18 | 1 | 0.3% |
| 20 | 4 | |
| 24 | 5 | |
| 25 | 2 | 0.6% |
| 26 | 1 | 0.3% |
| 30 | 4 | |
| 31 | 2 | 0.6% |
| 33 | 1 | 0.3% |
| 34 | 1 | 0.3% |
| 35 | 2 | 0.6% |
| Value | Count | Frequency (%) |
| 669 | 1 | 0.3% |
| 663 | 1 | 0.3% |
| 550 | 1 | 0.3% |
| 545 | 1 | 0.3% |
| 500 | 7 | |
| 486 | 1 | 0.3% |
| 462 | 1 | 0.3% |
| 460 | 2 | 0.6% |
| 459 | 1 | 0.3% |
| 430 | 3 |
AdultWeekday
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 83 |
|---|---|
| Distinct (%) | 30.1% |
| Missing | 54 |
| Missing (%) | 16.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.91695652 |
| Minimum | 15 |
|---|---|
| Maximum | 179 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 15 |
|---|---|
| 5-th percentile | 25.75 |
| Q1 | 40 |
| median | 50 |
| Q3 | 71 |
| 95-th percentile | 106 |
| Maximum | 179 |
| Range | 164 |
| Interquartile range (IQR) | 31 |
Descriptive statistics
| Standard deviation | 26.14012554 |
|---|---|
| Coefficient of variation (CV) | 0.4513380382 |
| Kurtosis | 3.379800097 |
| Mean | 57.91695652 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 1.464065011 |
| Sum | 15985.08 |
| Variance | 683.3061631 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 49 | 16 | 4.8% |
| 45 | 12 | 3.6% |
| 40 | 10 | 3.0% |
| 50 | 10 | 3.0% |
| 55 | 10 | 3.0% |
| 79 | 9 | 2.7% |
| 30 | 8 | 2.4% |
| 59 | 8 | 2.4% |
| 42 | 7 | 2.1% |
| 69 | 7 | 2.1% |
| Other values (73) | 179 | |
| (Missing) | 54 | 16.4% |
| Value | Count | Frequency (%) |
| 15 | 1 | 0.3% |
| 17 | 2 | 0.6% |
| 20 | 5 | |
| 22 | 1 | 0.3% |
| 23 | 1 | 0.3% |
| 25 | 4 | |
| 26 | 1 | 0.3% |
| 27 | 1 | 0.3% |
| 28 | 2 | 0.6% |
| 29 | 3 |
| Value | Count | Frequency (%) |
| 179 | 1 | |
| 169 | 1 | |
| 158 | 1 | |
| 149 | 1 | |
| 139 | 1 | |
| 135 | 1 | |
| 125 | 2 | |
| 119 | 2 | |
| 116 | 1 | |
| 115 | 1 |
AdultWeekend
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 81 |
|---|---|
| Distinct (%) | 29.0% |
| Missing | 51 |
| Missing (%) | 15.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.16681004 |
| Minimum | 17 |
|---|---|
| Maximum | 179 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 34.9 |
| Q1 | 47 |
| median | 60 |
| Q3 | 77.5 |
| 95-th percentile | 105.5 |
| Maximum | 179 |
| Range | 162 |
| Interquartile range (IQR) | 30.5 |
Descriptive statistics
| Standard deviation | 24.55458407 |
|---|---|
| Coefficient of variation (CV) | 0.3826679876 |
| Kurtosis | 3.584146903 |
| Mean | 64.16681004 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 1.414140983 |
| Sum | 17902.54 |
| Variance | 602.9275988 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 49 | 13 | 3.9% |
| 45 | 12 | 3.6% |
| 59 | 12 | 3.6% |
| 65 | 11 | 3.3% |
| 47 | 10 | 3.0% |
| 60 | 9 | 2.7% |
| 79 | 8 | 2.4% |
| 50 | 7 | 2.1% |
| 55 | 7 | 2.1% |
| 89 | 7 | 2.1% |
| Other values (71) | 183 | |
| (Missing) | 51 | 15.5% |
| Value | Count | Frequency (%) |
| 17 | 1 | 0.3% |
| 20 | 3 | |
| 25 | 2 | |
| 30 | 2 | |
| 32 | 3 | |
| 33 | 1 | 0.3% |
| 34 | 2 | |
| 35 | 4 | |
| 35.34 | 1 | 0.3% |
| 37 | 2 |
| Value | Count | Frequency (%) |
| 179 | 1 | 0.3% |
| 169 | 1 | 0.3% |
| 159 | 1 | 0.3% |
| 158 | 1 | 0.3% |
| 139 | 1 | 0.3% |
| 135 | 1 | 0.3% |
| 125 | 2 | |
| 119 | 3 | |
| 116 | 1 | 0.3% |
| 115 | 1 | 0.3% |
projectedDaysOpen
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 90 |
|---|---|
| Distinct (%) | 31.8% |
| Missing | 47 |
| Missing (%) | 14.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 120.0530035 |
| Minimum | 30 |
|---|---|
| Maximum | 305 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 70 |
| Q1 | 100 |
| median | 120 |
| Q3 | 139.5 |
| 95-th percentile | 164.9 |
| Maximum | 305 |
| Range | 275 |
| Interquartile range (IQR) | 39.5 |
Descriptive statistics
| Standard deviation | 31.04596255 |
|---|---|
| Coefficient of variation (CV) | 0.258602131 |
| Kurtosis | 4.558917737 |
| Mean | 120.0530035 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 0.7022662259 |
| Sum | 33975 |
| Variance | 963.8517906 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 27 | 8.2% |
| 120 | 19 | 5.8% |
| 150 | 13 | 3.9% |
| 130 | 12 | 3.6% |
| 90 | 11 | 3.3% |
| 135 | 10 | 3.0% |
| 144 | 9 | 2.7% |
| 110 | 8 | 2.4% |
| 140 | 7 | 2.1% |
| 138 | 6 | 1.8% |
| Other values (80) | 161 | |
| (Missing) | 47 | 14.2% |
| Value | Count | Frequency (%) |
| 30 | 1 | 0.3% |
| 38 | 1 | 0.3% |
| 40 | 1 | 0.3% |
| 42 | 2 | 0.6% |
| 56 | 1 | 0.3% |
| 58 | 1 | 0.3% |
| 60 | 2 | 0.6% |
| 65 | 1 | 0.3% |
| 70 | 6 | |
| 75 | 2 | 0.6% |
| Value | Count | Frequency (%) |
| 305 | 1 | 0.3% |
| 233 | 1 | 0.3% |
| 200 | 1 | 0.3% |
| 193 | 1 | 0.3% |
| 185 | 1 | 0.3% |
| 184 | 1 | 0.3% |
| 181 | 1 | 0.3% |
| 180 | 3 | |
| 170 | 1 | 0.3% |
| 169 | 1 | 0.3% |
NightSkiing_ac
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 78 |
|---|---|
| Distinct (%) | 41.7% |
| Missing | 143 |
| Missing (%) | 43.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.3957219 |
| Minimum | 2 |
|---|---|
| Maximum | 650 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 40 |
| median | 72 |
| Q3 | 114 |
| 95-th percentile | 296.4 |
| Maximum | 650 |
| Range | 648 |
| Interquartile range (IQR) | 74 |
Descriptive statistics
| Standard deviation | 105.1696202 |
|---|---|
| Coefficient of variation (CV) | 1.047550814 |
| Kurtosis | 10.16707602 |
| Mean | 100.3957219 |
| Median Absolute Deviation (MAD) | 35 |
| Skewness | 2.916687658 |
| Sum | 18774 |
| Variance | 11060.64901 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 18 | 5.5% |
| 35 | 9 | 2.7% |
| 30 | 9 | 2.7% |
| 45 | 8 | 2.4% |
| 40 | 8 | 2.4% |
| 80 | 7 | 2.1% |
| 200 | 7 | 2.1% |
| 50 | 7 | 2.1% |
| 15 | 5 | 1.5% |
| 60 | 5 | 1.5% |
| Other values (68) | 104 | |
| (Missing) | 143 |
| Value | Count | Frequency (%) |
| 2 | 1 | 0.3% |
| 8 | 1 | 0.3% |
| 9 | 1 | 0.3% |
| 10 | 3 | |
| 12 | 1 | 0.3% |
| 14 | 1 | 0.3% |
| 15 | 5 | |
| 16 | 1 | 0.3% |
| 17 | 1 | 0.3% |
| 20 | 3 |
| Value | Count | Frequency (%) |
| 650 | 1 | |
| 600 | 1 | |
| 550 | 1 | |
| 541 | 1 | |
| 500 | 1 | |
| 450 | 1 | |
| 400 | 1 | |
| 317 | 1 | |
| 300 | 2 | |
| 288 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| Name | Region | state | summit_elev | vertical_drop | base_elev | trams | fastEight | fastSixes | fastQuads | quad | triple | double | surface | total_chairs | Runs | TerrainParks | LongestRun_mi | SkiableTerrain_ac | Snow Making_ac | daysOpenLastYear | yearsOpen | averageSnowfall | AdultWeekday | AdultWeekend | projectedDaysOpen | NightSkiing_ac | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Alyeska Resort | Alaska | Alaska | 3939 | 2500 | 250 | 1 | 0.0 | 0 | 2 | 2 | 0 | 0 | 2 | 7 | 76.0 | 2.0 | 1.0 | 1610.0 | 113.0 | 150.0 | 60.0 | 669.0 | 65.0 | 85.0 | 150.0 | 550.0 |
| 1 | Eaglecrest Ski Area | Alaska | Alaska | 2600 | 1540 | 1200 | 0 | 0.0 | 0 | 0 | 0 | 0 | 4 | 0 | 4 | 36.0 | 1.0 | 2.0 | 640.0 | 60.0 | 45.0 | 44.0 | 350.0 | 47.0 | 53.0 | 90.0 | NaN |
| 2 | Hilltop Ski Area | Alaska | Alaska | 2090 | 294 | 1796 | 0 | 0.0 | 0 | 0 | 0 | 1 | 0 | 2 | 3 | 13.0 | 1.0 | 1.0 | 30.0 | 30.0 | 150.0 | 36.0 | 69.0 | 30.0 | 34.0 | 152.0 | 30.0 |
| 3 | Arizona Snowbowl | Arizona | Arizona | 11500 | 2300 | 9200 | 0 | 0.0 | 1 | 0 | 2 | 2 | 1 | 2 | 8 | 55.0 | 4.0 | 2.0 | 777.0 | 104.0 | 122.0 | 81.0 | 260.0 | 89.0 | 89.0 | 122.0 | NaN |
| 4 | Sunrise Park Resort | Arizona | Arizona | 11100 | 1800 | 9200 | 0 | NaN | 0 | 1 | 2 | 3 | 1 | 0 | 7 | 65.0 | 2.0 | 1.2 | 800.0 | 80.0 | 115.0 | 49.0 | 250.0 | 74.0 | 78.0 | 104.0 | 80.0 |
| 5 | Yosemite Ski & Snowboard Area | Northern California | California | 7800 | 600 | 7200 | 0 | 0.0 | 0 | 0 | 0 | 1 | 3 | 1 | 5 | 10.0 | 2.0 | 0.4 | 88.0 | NaN | 110.0 | 84.0 | 300.0 | 47.0 | 47.0 | 107.0 | NaN |
| 6 | Bear Mountain | Sierra Nevada | California | 8805 | 1665 | 7140 | 0 | 0.0 | 0 | 2 | 1 | 2 | 3 | 4 | 12 | 27.0 | 14.0 | 1.5 | 198.0 | 198.0 | 122.0 | 76.0 | 100.0 | NaN | NaN | 130.0 | NaN |
| 7 | Bear Valley | Sierra Nevada | California | 8500 | 1900 | 6600 | 0 | 0.0 | 1 | 1 | 0 | 2 | 4 | 2 | 10 | 67.0 | 2.0 | 1.2 | 1680.0 | 100.0 | 165.0 | 52.0 | 359.0 | NaN | NaN | 151.0 | NaN |
| 8 | Boreal Mountain Resort | Sierra Nevada | California | 7700 | 500 | 7200 | 0 | 0.0 | 0 | 1 | 1 | 3 | 1 | 2 | 8 | 33.0 | 6.0 | 1.0 | 380.0 | 200.0 | 150.0 | 54.0 | 400.0 | 49.0 | NaN | 150.0 | 200.0 |
| 9 | Dodge Ridge | Sierra Nevada | California | 8200 | 1600 | 6600 | 0 | 0.0 | 0 | 0 | 1 | 2 | 5 | 4 | 12 | 67.0 | 5.0 | 2.0 | 862.0 | NaN | NaN | 69.0 | 350.0 | 78.0 | 78.0 | 140.0 | NaN |
Last rows
| Name | Region | state | summit_elev | vertical_drop | base_elev | trams | fastEight | fastSixes | fastQuads | quad | triple | double | surface | total_chairs | Runs | TerrainParks | LongestRun_mi | SkiableTerrain_ac | Snow Making_ac | daysOpenLastYear | yearsOpen | averageSnowfall | AdultWeekday | AdultWeekend | projectedDaysOpen | NightSkiing_ac | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | Whitecap Mountain | Wisconsin | Wisconsin | 1750 | 400 | 1295 | 0 | NaN | 0 | 0 | 1 | 0 | 4 | 0 | 5 | 43.0 | 1.0 | 1.0 | 400.0 | 300.0 | 105.0 | 57.0 | 200.0 | 60.0 | 60.0 | 118.0 | NaN |
| 321 | Wilmot Mountain | Wisconsin | Wisconsin | 1030 | 230 | 800 | 0 | NaN | 0 | 0 | 3 | 2 | 2 | 3 | 10 | 23.0 | 2.0 | 0.5 | 135.0 | 135.0 | 125.0 | 81.0 | 70.0 | 56.0 | 66.0 | 139.0 | 135.0 |
| 322 | Grand Targhee Resort | Wyoming | Wyoming | 9920 | 2270 | 7851 | 0 | 0.0 | 0 | 2 | 2 | 0 | 0 | 1 | 5 | 95.0 | 1.0 | 2.7 | 2602.0 | NaN | 152.0 | 50.0 | 500.0 | 90.0 | 90.0 | 152.0 | NaN |
| 323 | Hogadon Basin | Wyoming | Wyoming | 8000 | 640 | 7400 | 0 | NaN | 0 | 0 | 0 | 0 | 1 | 1 | 2 | 28.0 | 1.0 | 0.6 | 92.0 | 32.0 | 121.0 | 61.0 | 80.0 | 48.0 | 48.0 | 95.0 | NaN |
| 324 | Jackson Hole | Wyoming | Wyoming | 10450 | 4139 | 6311 | 3 | 0.0 | 0 | 4 | 4 | 1 | 2 | 1 | 15 | 130.0 | 6.0 | 4.5 | 2500.0 | 195.0 | 130.0 | 54.0 | 459.0 | NaN | NaN | 133.0 | NaN |
| 325 | Meadowlark Ski Lodge | Wyoming | Wyoming | 9500 | 1000 | 8500 | 0 | NaN | 0 | 0 | 0 | 1 | 1 | 1 | 3 | 14.0 | 1.0 | 1.5 | 300.0 | NaN | NaN | 9.0 | NaN | NaN | NaN | NaN | NaN |
| 326 | Sleeping Giant Ski Resort | Wyoming | Wyoming | 7428 | 810 | 6619 | 0 | 0.0 | 0 | 0 | 0 | 1 | 1 | 1 | 3 | 48.0 | 1.0 | 1.0 | 184.0 | 18.0 | 61.0 | 81.0 | 310.0 | 42.0 | 42.0 | 77.0 | NaN |
| 327 | Snow King Resort | Wyoming | Wyoming | 7808 | 1571 | 6237 | 0 | NaN | 0 | 0 | 1 | 1 | 1 | 0 | 3 | 32.0 | 2.0 | 1.0 | 400.0 | 250.0 | 121.0 | 80.0 | 300.0 | 59.0 | 59.0 | 123.0 | 110.0 |
| 328 | Snowy Range Ski & Recreation Area | Wyoming | Wyoming | 9663 | 990 | 8798 | 0 | 0.0 | 0 | 0 | 0 | 1 | 3 | 1 | 5 | 33.0 | 2.0 | 0.7 | 75.0 | 30.0 | 131.0 | 59.0 | 250.0 | 49.0 | 49.0 | NaN | NaN |
| 329 | White Pine Ski Area | Wyoming | Wyoming | 9500 | 1100 | 8400 | 0 | NaN | 0 | 0 | 0 | 2 | 0 | 0 | 2 | 25.0 | NaN | 0.4 | 370.0 | NaN | NaN | 81.0 | 150.0 | NaN | 49.0 | NaN | NaN |